Pandas Pre Profiling Report

Dataset statistics

Number of variables	37
Number of observations	23436
Missing cells	352
Missing cells (%)	< 0.1%
Duplicate rows	15
Duplicate rows (%)	0.1%
Total size in memory	28.9 MiB
Average record size in memory	1.3 KiB

Variable types

CAT	19
NUM	15
UNSUPPORTED	3

Reproduction

Analysis started	2020-10-05 02:29:54.575902
Analysis finished	2020-10-05 02:30:37.868888
Duration	43.29 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 15 (0.1%) duplicate rows	Duplicates
`EmployeeNumber` has a high cardinality: 23366 distinct values	High cardinality
`HourlyRate` has a high cardinality: 73 distinct values	High cardinality
`MonthlyIncome` has a high cardinality: 1351 distinct values	High cardinality
`StandardHours` is highly correlated with `EnvironmentSatisfaction`	High correlation
`EnvironmentSatisfaction` is highly correlated with `StandardHours`	High correlation
`Over18` is highly correlated with `Gender` and 9 other fields	High correlation
`Gender` is highly correlated with `Over18` and 1 other fields	High correlation
`HourlyRate` is highly correlated with `Over18` and 1 other fields	High correlation
`JobRole` is highly correlated with `Over18` and 1 other fields	High correlation
`JobSatisfaction` is highly correlated with `Over18`	High correlation
`MaritalStatus` is highly correlated with `Over18`	High correlation
`OverTime` is highly correlated with `Over18`	High correlation
`PercentSalaryHike` is highly correlated with `Over18` and 1 other fields	High correlation
`PerformanceRating` is highly correlated with `Over18` and 1 other fields	High correlation
`StandardHours` is highly correlated with `Gender` and 6 other fields	High correlation
`Employee Source` is highly correlated with `Over18` and 1 other fields	High correlation
`EnvironmentSatisfaction` is highly skewed (γ1 = 108.2353204)	Skewed
`NumCompaniesWorked` is highly skewed (γ1 = 144.5986932)	Skewed
`StockOptionLevel` is highly skewed (γ1 = 30.4052657)	Skewed
`EmployeeNumber` is uniformly distributed	Uniform
`DistanceFromHome` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`EmployeeCount` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Application ID` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`NumCompaniesWorked` has 3176 (13.6%) zeros	Zeros
`StockOptionLevel` has 10066 (43.0%) zeros	Zeros
`TrainingTimesLastYear` has 871 (3.7%) zeros	Zeros
`YearsAtCompany` has 740 (3.2%) zeros	Zeros
`YearsInCurrentRole` has 3925 (16.7%) zeros	Zeros
`YearsSinceLastPromotion` has 9271 (39.6%) zeros	Zeros
`YearsWithCurrManager` has 4197 (17.9%) zeros	Zeros

Age
Real number (ℝ_≥0)

Distinct count	43
Unique (%)	0.2%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	36.93667050740409
Minimum	18.0
Maximum	60.0
Zeros	0
Zeros (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	30
median	36
Q3	43
95-th percentile	54
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.137431829
Coefficient of variation (CV)	0.2473810363
Kurtosis	-0.40829426
Mean	36.93667051
Median Absolute Deviation (MAD)	6
Skewness	0.4102218486
Sum	865537
Variance	83.49266042

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
34	1230	5.2%
35	1227	5.2%
36	1106	4.7%
31	1085	4.6%
29	1075	4.6%
32	984	4.2%
30	952	4.1%
38	945	4.0%
33	927	4.0%
40	893	3.8%
37	806	3.4%
27	773	3.3%
28	753	3.2%
42	737	3.1%
39	661	2.8%
45	650	2.8%
41	648	2.8%
26	612	2.6%
44	528	2.3%
46	520	2.2%
43	512	2.2%
50	481	2.1%
25	416	1.8%
24	416	1.8%
49	385	1.6%
Other values (18)	4111	17.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	127	0.5%
19	143	0.6%
20	175	0.7%
21	213	0.9%
22	257	1.1%
23	223	1.0%
24	416	1.8%
25	416	1.8%
26	612	2.6%
27	773	3.3%

Value	Count	Frequency (%)
60	80	0.3%
59	161	0.7%
58	224	1.0%
57	63	0.3%
56	223	1.0%
55	349	1.5%
54	287	1.2%
53	309	1.3%
52	288	1.2%
51	302	1.3%

Attrition
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	13
Missing (%)	0.1%
Memory size	183.2 KiB

Current employee	19714
Voluntary Resignation	3709

Value	Count	Frequency (%)
Current employee	19714	84.1%
Voluntary Resignation	3709	15.8%
(Missing)	13	0.1%

Length

Max length	21
Median length	16
Mean length	16.78409285
Min length	3

Overview of Unicode Properties

Unique unicode characters	18
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	82565	21.0%
r	43137	11.0%
n	30867	7.8%
o	27132	6.9%
t	27132	6.9%
l	23423	6.0%
u	23423	6.0%
y	23423	6.0%
	23423	6.0%
C	19714	5.0%
m	19714	5.0%
p	19714	5.0%
a	7431	1.9%
i	7418	1.9%
V	3709	0.9%
R	3709	0.9%
s	3709	0.9%
g	3709	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	342797	87.1%
Uppercase Letter	27132	6.9%
Space Separator	23423	6.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	19714	72.7%
V	3709	13.7%
R	3709	13.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	82565	24.1%
r	43137	12.6%
n	30867	9.0%
o	27132	7.9%
t	27132	7.9%
l	23423	6.8%
u	23423	6.8%
y	23423	6.8%
m	19714	5.8%
p	19714	5.8%
a	7431	2.2%
i	7418	2.2%
s	3709	1.1%
g	3709	1.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	23423	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	369929	94.0%
Common	23423	6.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	82565	22.3%
r	43137	11.7%
n	30867	8.3%
o	27132	7.3%
t	27132	7.3%
l	23423	6.3%
u	23423	6.3%
y	23423	6.3%
C	19714	5.3%
m	19714	5.3%
p	19714	5.3%
a	7431	2.0%
i	7418	2.0%
V	3709	1.0%
R	3709	1.0%
s	3709	1.0%
g	3709	1.0%

Most frequent Common characters

Value	Count	Frequency (%)
	23423	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	393352	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	82565	21.0%
r	43137	11.0%
n	30867	7.8%
o	27132	6.9%
t	27132	6.9%
l	23423	6.0%
u	23423	6.0%
y	23423	6.0%
	23423	6.0%
C	19714	5.0%
m	19714	5.0%
p	19714	5.0%
a	7431	1.9%
i	7418	1.9%
V	3709	0.9%
R	3709	0.9%
s	3709	0.9%
g	3709	0.9%

BusinessTravel
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	183.2 KiB

Travel_Rarely	16620
Travel_Frequently	4413
Non-Travel	2395

Value	Count	Frequency (%)
Travel_Rarely	16620	70.9%
Travel_Frequently	4413	18.8%
Non-Travel	2395	10.2%
(Missing)	8	< 0.1%

Length

Max length	17
Median length	13
Mean length	13.44320703
Min length	3

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	48874	15.5%
r	44461	14.1%
l	44461	14.1%
a	40056	12.7%
T	23428	7.4%
v	23428	7.4%
_	21033	6.7%
y	21033	6.7%
R	16620	5.3%
n	6824	2.2%
F	4413	1.4%
q	4413	1.4%
u	4413	1.4%
t	4413	1.4%
N	2395	0.8%
o	2395	0.8%
-	2395	0.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	244771	77.7%
Uppercase Letter	46856	14.9%
Connector Punctuation	21033	6.7%
Dash Punctuation	2395	0.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
T	23428	50.0%
R	16620	35.5%
F	4413	9.4%
N	2395	5.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	48874	20.0%
r	44461	18.2%
l	44461	18.2%
a	40056	16.4%
v	23428	9.6%
y	21033	8.6%
n	6824	2.8%
q	4413	1.8%
u	4413	1.8%
t	4413	1.8%
o	2395	1.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	21033	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	2395	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	291627	92.6%
Common	23428	7.4%

Most frequent Latin characters

Value	Count	Frequency (%)
e	48874	16.8%
r	44461	15.2%
l	44461	15.2%
a	40056	13.7%
T	23428	8.0%
v	23428	8.0%
y	21033	7.2%
R	16620	5.7%
n	6824	2.3%
F	4413	1.5%
q	4413	1.5%
u	4413	1.5%
t	4413	1.5%
N	2395	0.8%
o	2395	0.8%

Most frequent Common characters

Value	Count	Frequency (%)
_	21033	89.8%
-	2395	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	315055	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	48874	15.5%
r	44461	14.1%
l	44461	14.1%
a	40056	12.7%
T	23428	7.4%
v	23428	7.4%
_	21033	6.7%
y	21033	6.7%
R	16620	5.3%
n	6824	2.2%
F	4413	1.4%
q	4413	1.4%
u	4413	1.4%
t	4413	1.4%
N	2395	0.8%
o	2395	0.8%
-	2395	0.8%

DailyRate
Real number (ℝ_≥0)

Distinct count	883
Unique (%)	3.8%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	801.8287653688525
Minimum	102.0
Maximum	1499.0
Zeros	0
Zeros (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	102
5-th percentile	164
Q1	465
median	802
Q3	1157
95-th percentile	1423
Maximum	1499
Range	1397
Interquartile range (IQR)	692

Descriptive statistics

Standard deviation	403.2061664
Coefficient of variation (CV)	0.502858196
Kurtosis	-1.204785263
Mean	801.8287654
Median Absolute Deviation (MAD)	344
Skewness	-0.004644039599
Sum	18782037
Variance	162575.2127

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
691	99	0.4%
408	81	0.3%
1329	80	0.3%
329	79	0.3%
1082	79	0.3%
530	79	0.3%
427	68	0.3%
334	67	0.3%
827	65	0.3%
950	65	0.3%
1125	65	0.3%
217	64	0.3%
906	64	0.3%
350	64	0.3%
1157	64	0.3%
1146	64	0.3%
117	64	0.3%
1469	64	0.3%
465	64	0.3%
688	64	0.3%
147	64	0.3%
977	64	0.3%
589	64	0.3%
575	64	0.3%
921	64	0.3%
Other values (858)	21701	92.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
102	16	0.1%
103	18	0.1%
104	16	0.1%
105	15	0.1%
106	16	0.1%
107	16	0.1%
109	15	0.1%
111	47	0.2%
115	16	0.1%
116	32	0.1%

Value	Count	Frequency (%)
1499	15	0.1%
1498	16	0.1%
1496	32	0.1%
1495	48	0.2%
1492	16	0.1%
1490	62	0.3%
1488	16	0.1%
1485	46	0.2%
1482	16	0.1%
1480	32	0.1%

Department
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	11
Missing (%)	< 0.1%
Memory size	183.2 KiB

Research & Development	15286
Sales	7119
Human Resources	1019
1296	1

Value	Count	Frequency (%)
Research & Development	15286	65.2%
Sales	7119	30.4%
Human Resources	1019	4.3%
1296	1	< 0.1%
(Missing)	11	< 0.1%

Length

Max length	22
Median length	22
Mean length	16.52197474
Min length	3

Overview of Unicode Properties

Unique unicode characters	24
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	85587	22.1%
	31591	8.2%
s	24443	6.3%
a	23435	6.1%
l	22405	5.8%
n	16327	4.2%
R	16305	4.2%
r	16305	4.2%
c	16305	4.2%
o	16305	4.2%
m	16305	4.2%
h	15286	3.9%
&	15286	3.9%
D	15286	3.9%
v	15286	3.9%
p	15286	3.9%
t	15286	3.9%
S	7119	1.8%
u	2038	0.5%
H	1019	0.3%
1	1	< 0.1%
2	1	< 0.1%
9	1	< 0.1%
6	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	300599	77.6%
Uppercase Letter	39729	10.3%
Space Separator	31591	8.2%
Other Punctuation	15286	3.9%
Decimal Number	4	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
R	16305	41.0%
D	15286	38.5%
S	7119	17.9%
H	1019	2.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	85587	28.5%
s	24443	8.1%
a	23435	7.8%
l	22405	7.5%
n	16327	5.4%
r	16305	5.4%
c	16305	5.4%
o	16305	5.4%
m	16305	5.4%
h	15286	5.1%
v	15286	5.1%
p	15286	5.1%
t	15286	5.1%
u	2038	0.7%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	31591	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
&	15286	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	1	25.0%
2	1	25.0%
9	1	25.0%
6	1	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	340328	87.9%
Common	46881	12.1%

Most frequent Latin characters

Value	Count	Frequency (%)
e	85587	25.1%
s	24443	7.2%
a	23435	6.9%
l	22405	6.6%
n	16327	4.8%
R	16305	4.8%
r	16305	4.8%
c	16305	4.8%
o	16305	4.8%
m	16305	4.8%
h	15286	4.5%
D	15286	4.5%
v	15286	4.5%
p	15286	4.5%
t	15286	4.5%
S	7119	2.1%
u	2038	0.6%
H	1019	0.3%

Most frequent Common characters

Value	Count	Frequency (%)
	31591	67.4%
&	15286	32.6%
1	1	< 0.1%
2	1	< 0.1%
9	1	< 0.1%
6	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	387209	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	85587	22.1%
	31591	8.2%
s	24443	6.3%
a	23435	6.1%
l	22405	5.8%
n	16327	4.2%
R	16305	4.2%
r	16305	4.2%
c	16305	4.2%
o	16305	4.2%
m	16305	4.2%
h	15286	3.9%
&	15286	3.9%
D	15286	3.9%
v	15286	3.9%
p	15286	3.9%
t	15286	3.9%
S	7119	1.8%
u	2038	0.5%
H	1019	0.3%
1	1	< 0.1%
2	1	< 0.1%
9	1	< 0.1%
6	1	< 0.1%

DistanceFromHome
Unsupported

REJECTED
UNSUPPORTED

Missing	9
Missing (%)	< 0.1%
Memory size	1.1 MiB

Education
Real number (ℝ_≥0)

Distinct count	6
Unique (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.9100495218579234
Minimum	1.0
Maximum	6.0
Zeros	0
Zeros (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.024930959
Coefficient of variation (CV)	0.3522039579
Kurtosis	-0.5648828904
Mean	2.910049522
Median Absolute Deviation (MAD)	1
Skewness	-0.2842605381
Sum	68165
Variance	1.050483471

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	9098	38.8%
4	6321	27.0%
2	4517	19.3%
1	2722	11.6%
5	765	3.3%
6	1	< 0.1%
(Missing)	12	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2722	11.6%
2	4517	19.3%
3	9098	38.8%
4	6321	27.0%
5	765	3.3%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	765	3.3%
4	6321	27.0%
3	9098	38.8%
2	4517	19.3%
1	2722	11.6%

EducationField
Categorical

Distinct count	8
Unique (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

Life Sciences	9701
Medical	7337
Marketing	2541
Technical Degree	2089
Other	1311
Other values (3)	448

Value	Count	Frequency (%)
Life Sciences	9701	41.4%
Medical	7337	31.3%
Marketing	2541	10.8%
Technical Degree	2089	8.9%
Other	1311	5.6%
Human Resources	446	1.9%
Test	1	< 0.1%
3	1	< 0.1%
(Missing)	9	< 0.1%

Length

Max length	16
Median length	13
Mean length	10.5411333
Min length	1

Overview of Unicode Properties

Unique unicode characters	27
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	49541	20.1%
i	31369	12.7%
c	31363	12.7%
n	14795	6.0%
a	12422	5.0%
	12236	5.0%
s	10594	4.3%
M	9878	4.0%
L	9701	3.9%
f	9701	3.9%
S	9701	3.9%
l	9426	3.8%
d	7337	3.0%
r	6387	2.6%
g	4630	1.9%
t	3853	1.6%
h	3400	1.4%
k	2541	1.0%
T	2090	0.8%
D	2089	0.8%
O	1311	0.5%
u	892	0.4%
H	446	0.2%
m	446	0.2%
R	446	0.2%
Other values (2)	447	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	199143	80.6%
Uppercase Letter	35662	14.4%
Space Separator	12236	5.0%
Decimal Number	1	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	9878	27.7%
L	9701	27.2%
S	9701	27.2%
T	2090	5.9%
D	2089	5.9%
O	1311	3.7%
H	446	1.3%
R	446	1.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	49541	24.9%
i	31369	15.8%
c	31363	15.7%
n	14795	7.4%
a	12422	6.2%
s	10594	5.3%
f	9701	4.9%
l	9426	4.7%
d	7337	3.7%
r	6387	3.2%
g	4630	2.3%
t	3853	1.9%
h	3400	1.7%
k	2541	1.3%
u	892	0.4%
m	446	0.2%
o	446	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	12236	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	234805	95.0%
Common	12237	5.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	49541	21.1%
i	31369	13.4%
c	31363	13.4%
n	14795	6.3%
a	12422	5.3%
s	10594	4.5%
M	9878	4.2%
L	9701	4.1%
f	9701	4.1%
S	9701	4.1%
l	9426	4.0%
d	7337	3.1%
r	6387	2.7%
g	4630	2.0%
t	3853	1.6%
h	3400	1.4%
k	2541	1.1%
T	2090	0.9%
D	2089	0.9%
O	1311	0.6%
u	892	0.4%
H	446	0.2%
m	446	0.2%
R	446	0.2%
o	446	0.2%

Most frequent Common characters

Value	Count	Frequency (%)
	12236	> 99.9%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	247042	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	49541	20.1%
i	31369	12.7%
c	31363	12.7%
n	14795	6.0%
a	12422	5.0%
	12236	5.0%
s	10594	4.3%
M	9878	4.0%
L	9701	3.9%
f	9701	3.9%
S	9701	3.9%
l	9426	3.8%
d	7337	3.0%
r	6387	2.6%
g	4630	1.9%
t	3853	1.6%
h	3400	1.4%
k	2541	1.0%
T	2090	0.8%
D	2089	0.8%
O	1311	0.5%
u	892	0.4%
H	446	0.2%
m	446	0.2%
R	446	0.2%
Other values (2)	447	0.2%

EmployeeCount
Unsupported

REJECTED
UNSUPPORTED

Missing	5
Missing (%)	< 0.1%
Memory size	1.1 MiB

EmployeeNumber
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	23366
Unique (%)	99.7%
Missing	1
Missing (%)	< 0.1%
Memory size	183.2 KiB

23244	7
1	7
6325	6
10442	5
10024	4
Other values (23361)	23406

Value	Count	Frequency (%)
23244	7	< 0.1%
1	7	< 0.1%
6325	6	< 0.1%
10442	5	< 0.1%
10024	4	< 0.1%
9568	4	< 0.1%
12686	4	< 0.1%
35	4	< 0.1%
12078	4	< 0.1%
13411	3	< 0.1%
17031	3	< 0.1%
11470	3	< 0.1%
816	2	< 0.1%
2092	2	< 0.1%
1826	2	< 0.1%
7	2	< 0.1%
3538	2	< 0.1%
20308	2	< 0.1%
4	2	< 0.1%
126	2	< 0.1%
819	2	< 0.1%
2396	2	< 0.1%
15848	2	< 0.1%
21567	2	< 0.1%
1294	2	< 0.1%
Other values (23341)	23355	99.7%

Length

Max length	7
Median length	5
Mean length	4.525942994
Min length	1

Overview of Unicode Properties

Unique unicode characters	21
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.4%
9	8947	8.4%
T	5	< 0.1%
E	2	< 0.1%
S	2	< 0.1%
n	2	< 0.1%
e	1	< 0.1%
s	1	< 0.1%
t	1	< 0.1%
I	1	< 0.1%
N	1	< 0.1%
G	1	< 0.1%
a	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	106052	> 99.9%
Uppercase Letter	12	< 0.1%
Lowercase Letter	6	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.5%
9	8947	8.4%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
T	5	41.7%
E	2	16.7%
S	2	16.7%
I	1	8.3%
N	1	8.3%
G	1	8.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	2	33.3%
e	1	16.7%
s	1	16.7%
t	1	16.7%
a	1	16.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	106052	> 99.9%
Latin	18	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.5%
9	8947	8.4%

Most frequent Latin characters

Value	Count	Frequency (%)
T	5	27.8%
E	2	11.1%
S	2	11.1%
n	2	11.1%
e	1	5.6%
s	1	5.6%
t	1	5.6%
I	1	5.6%
N	1	5.6%
G	1	5.6%
a	1	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106070	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.4%
9	8947	8.4%
T	5	< 0.1%
E	2	< 0.1%
S	2	< 0.1%
n	2	< 0.1%
e	1	< 0.1%
s	1	< 0.1%
t	1	< 0.1%
I	1	< 0.1%
N	1	< 0.1%
G	1	< 0.1%
a	1	< 0.1%

Application ID
Unsupported

REJECTED
UNSUPPORTED

Missing	3
Missing (%)	< 0.1%
Memory size	1.2 MiB

EnvironmentSatisfaction
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct count	6
Unique (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	13.681777436291458
Minimum	1.0
Maximum	129588.0
Zeros	0
Zeros (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	129588
Range	129587
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1186.544372
Coefficient of variation (CV)	86.72443166
Kurtosis	11714.8661
Mean	13.68177744
Median Absolute Deviation (MAD)	1
Skewness	108.2353204
Sum	320523
Variance	1407887.547

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	7196	30.7%
4	7110	30.3%
1	4580	19.5%
2	4539	19.4%
129588	1	< 0.1%
127249	1	< 0.1%
(Missing)	9	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4580	19.5%
2	4539	19.4%
3	7196	30.7%
4	7110	30.3%
127249	1	< 0.1%
129588	1	< 0.1%

Value	Count	Frequency (%)
129588	1	< 0.1%
127249	1	< 0.1%
4	7110	30.3%
3	7196	30.7%
2	4539	19.4%
1	4580	19.5%

Gender
Categorical

HIGH CORRELATION

Distinct count	4
Unique (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

Male	14056
Female	9368
2	1
1	1

Value	Count	Frequency (%)
Male	14056	60.0%
Female	9368	40.0%
2	1	< 0.1%
1	1	< 0.1%
(Missing)	10	< 0.1%

Length

Max length	6
Median length	4
Mean length	4.798771121
Min length	1

Overview of Unicode Properties

Unique unicode characters	9
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	32792	29.2%
a	23434	20.8%
l	23424	20.8%
M	14056	12.5%
F	9368	8.3%
m	9368	8.3%
n	20	< 0.1%
1	1	< 0.1%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	89038	79.2%
Uppercase Letter	23424	20.8%
Decimal Number	2	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	14056	60.0%
F	9368	40.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	32792	36.8%
a	23434	26.3%
l	23424	26.3%
m	9368	10.5%
n	20	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	1	50.0%
2	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	112462	> 99.9%
Common	2	< 0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
e	32792	29.2%
a	23434	20.8%
l	23424	20.8%
M	14056	12.5%
F	9368	8.3%
m	9368	8.3%
n	20	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
1	1	50.0%
2	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	112464	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	32792	29.2%
a	23434	20.8%
l	23424	20.8%
M	14056	12.5%
F	9368	8.3%
m	9368	8.3%
n	20	< 0.1%
1	1	< 0.1%
2	1	< 0.1%

HourlyRate
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct count	73
Unique (%)	0.3%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

66	480
98	447
48	447
42	445
84	444
Other values (68)	21164

Value	Count	Frequency (%)
66	480	2.0%
98	447	1.9%
48	447	1.9%
42	445	1.9%
84	444	1.9%
96	436	1.9%
79	431	1.8%
87	417	1.8%
57	416	1.8%
56	410	1.7%
52	409	1.7%
54	406	1.7%
32	404	1.7%
72	404	1.7%
46	400	1.7%
92	397	1.7%
43	383	1.6%
73	383	1.6%
45	379	1.6%
82	377	1.6%
78	371	1.6%
81	366	1.6%
95	365	1.6%
62	363	1.5%
60	363	1.5%
Other values (48)	13284	56.7%

Length

Max length	6
Median length	2
Mean length	2.013227513
Min length	2

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%
n	18	< 0.1%
a	11	< 0.1%
e	3	< 0.1%
l	2	< 0.1%
M	1	< 0.1%
F	1	< 0.1%
m	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	47145	99.9%
Lowercase Letter	35	0.1%
Uppercase Letter	2	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	18	51.4%
a	11	31.4%
e	3	8.6%
l	2	5.7%
m	1	2.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	1	50.0%
F	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	47145	99.9%
Latin	37	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%

Most frequent Latin characters

Value	Count	Frequency (%)
n	18	48.6%
a	11	29.7%
e	3	8.1%
l	2	5.4%
M	1	2.7%
F	1	2.7%
m	1	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47182	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%
n	18	< 0.1%
a	11	< 0.1%
e	3	< 0.1%
l	2	< 0.1%
M	1	< 0.1%
F	1	< 0.1%
m	1	< 0.1%

JobInvolvement
Real number (ℝ_≥0)

Distinct count	6
Unique (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.7338114141802192
Minimum	1.0
Maximum	54.0
Zeros	0
Zeros (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	54
Range	53
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8368602102
Coefficient of variation (CV)	0.3061148278
Kurtosis	934.3160899
Mean	2.733811414
Median Absolute Deviation (MAD)	0
Skewness	15.81635307
Sum	64045
Variance	0.7003350115

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	13853	59.1%
2	5973	25.5%
4	2280	9.7%
1	1319	5.6%
47	1	< 0.1%
54	1	< 0.1%
(Missing)	9	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1319	5.6%
2	5973	25.5%
3	13853	59.1%
4	2280	9.7%
47	1	< 0.1%
54	1	< 0.1%

Value	Count	Frequency (%)
54	1	< 0.1%
47	1	< 0.1%
4	2280	9.7%
3	13853	59.1%
2	5973	25.5%
1	1319	5.6%

JobLevel
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	< 0.1%
Missing	7
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.064023219087456
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.105420801
Coefficient of variation (CV)	0.5355660684
Kurtosis	0.3934487693
Mean	2.064023219
Median Absolute Deviation (MAD)	1
Skewness	1.023071
Sum	48358
Variance	1.221955146

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	8641	36.9%
2	8526	36.4%
3	3475	14.8%
4	1695	7.2%
5	1092	4.7%
(Missing)	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8641	36.9%
2	8526	36.4%
3	3475	14.8%
4	1695	7.2%
5	1092	4.7%

Value	Count	Frequency (%)
5	1092	4.7%
4	1695	7.2%
3	3475	14.8%
2	8526	36.4%
1	8641	36.9%

JobRole
Categorical

HIGH CORRELATION

Distinct count	11
Unique (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

Sales Executive	5111
Research Scientist	4634
Laboratory Technician	4162
Manufacturing Director	2376
Healthcare Representative	2104
Other values (6)	5040

Value	Count	Frequency (%)
Sales Executive	5111	21.8%
Research Scientist	4634	19.8%
Laboratory Technician	4162	17.8%
Manufacturing Director	2376	10.1%
Healthcare Representative	2104	9.0%
Manager	1600	6.8%
Sales Representative	1306	5.6%
Research Director	1287	5.5%
Human Resources	845	3.6%
4	1	< 0.1%
5	1	< 0.1%
(Missing)	9	< 0.1%

Length

Max length	25
Median length	18
Mean length	18.10266257
Min length	1

Overview of Unicode Properties

Unique unicode characters	31
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	62078	14.6%
a	41248	9.7%
t	33504	7.9%
c	32978	7.8%
i	32152	7.6%
r	31906	7.5%
n	23583	5.6%
s	22072	5.2%
	21825	5.1%
o	12832	3.0%
h	12187	2.9%
u	11553	2.7%
S	11051	2.6%
R	10176	2.4%
l	8521	2.0%
v	8521	2.0%
E	5111	1.2%
x	5111	1.2%
L	4162	1.0%
b	4162	1.0%
y	4162	1.0%
T	4162	1.0%
M	3976	0.9%
g	3976	0.9%
D	3663	0.9%
Other values (6)	9582	2.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	357177	84.2%
Uppercase Letter	45250	10.7%
Space Separator	21825	5.1%
Decimal Number	2	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	11051	24.4%
R	10176	22.5%
E	5111	11.3%
L	4162	9.2%
T	4162	9.2%
M	3976	8.8%
D	3663	8.1%
H	2949	6.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	62078	17.4%
a	41248	11.5%
t	33504	9.4%
c	32978	9.2%
i	32152	9.0%
r	31906	8.9%
n	23583	6.6%
s	22072	6.2%
o	12832	3.6%
h	12187	3.4%
u	11553	3.2%
l	8521	2.4%
v	8521	2.4%
x	5111	1.4%
b	4162	1.2%
y	4162	1.2%
g	3976	1.1%
p	3410	1.0%
f	2376	0.7%
m	845	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	21825	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
5	1	50.0%
4	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	402427	94.9%
Common	21827	5.1%

Most frequent Latin characters

Value	Count	Frequency (%)
e	62078	15.4%
a	41248	10.2%
t	33504	8.3%
c	32978	8.2%
i	32152	8.0%
r	31906	7.9%
n	23583	5.9%
s	22072	5.5%
o	12832	3.2%
h	12187	3.0%
u	11553	2.9%
S	11051	2.7%
R	10176	2.5%
l	8521	2.1%
v	8521	2.1%
E	5111	1.3%
x	5111	1.3%
L	4162	1.0%
b	4162	1.0%
y	4162	1.0%
T	4162	1.0%
M	3976	1.0%
g	3976	1.0%
D	3663	0.9%
p	3410	0.8%
Other values (3)	6170	1.5%

Most frequent Common characters

Value	Count	Frequency (%)
	21825	> 99.9%
5	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	424254	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	62078	14.6%
a	41248	9.7%
t	33504	7.9%
c	32978	7.8%
i	32152	7.6%
r	31906	7.5%
n	23583	5.6%
s	22072	5.2%
	21825	5.1%
o	12832	3.0%
h	12187	2.9%
u	11553	2.7%
S	11051	2.6%
R	10176	2.4%
l	8521	2.0%
v	8521	2.0%
E	5111	1.2%
x	5111	1.2%
L	4162	1.0%
b	4162	1.0%
y	4162	1.0%
T	4162	1.0%
M	3976	0.9%
g	3976	0.9%
D	3663	0.9%
Other values (6)	9582	2.3%

JobSatisfaction
Categorical

HIGH CORRELATION

Distinct count	5
Unique (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

4	7276
3	7088
1	4605
2	4456
Manager	2

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
Manager	2	< 0.1%
(Missing)	9	< 0.1%

Length

Max length	7
Median length	1
Mean length	1.001280082
Min length	1

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
n	20	0.1%
a	13	0.1%
M	2	< 0.1%
g	2	< 0.1%
e	2	< 0.1%
r	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23425	99.8%
Lowercase Letter	39	0.2%
Uppercase Letter	2	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
4	7276	31.1%
3	7088	30.3%
1	4605	19.7%
2	4456	19.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20	51.3%
a	13	33.3%
g	2	5.1%
e	2	5.1%
r	2	5.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23425	99.8%
Latin	41	0.2%

Most frequent Common characters

Value	Count	Frequency (%)
4	7276	31.1%
3	7088	30.3%
1	4605	19.7%
2	4456	19.0%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20	48.8%
a	13	31.7%
M	2	4.9%
g	2	4.9%
e	2	4.9%
r	2	4.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23466	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
n	20	0.1%
a	13	0.1%
M	2	< 0.1%
g	2	< 0.1%
e	2	< 0.1%
r	2	< 0.1%

MaritalStatus
Categorical

HIGH CORRELATION

Distinct count	4
Unique (%)	< 0.1%
Missing	11
Missing (%)	< 0.1%
Memory size	183.2 KiB

Married	10709
Single	7504
Divorced	5210
4	2

Value	Count	Frequency (%)
Married	10709	45.7%
Single	7504	32.0%
Divorced	5210	22.2%
4	2	< 0.1%
(Missing)	11	< 0.1%

Length

Max length	8
Median length	7
Mean length	6.899726916
Min length	1

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
r	26628	16.5%
i	23423	14.5%
e	23423	14.5%
d	15919	9.8%
a	10720	6.6%
M	10709	6.6%
n	7526	4.7%
S	7504	4.6%
g	7504	4.6%
l	7504	4.6%
D	5210	3.2%
v	5210	3.2%
o	5210	3.2%
c	5210	3.2%
4	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	138277	85.5%
Uppercase Letter	23423	14.5%
Decimal Number	2	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	10709	45.7%
S	7504	32.0%
D	5210	22.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
r	26628	19.3%
i	23423	16.9%
e	23423	16.9%
d	15919	11.5%
a	10720	7.8%
n	7526	5.4%
g	7504	5.4%
l	7504	5.4%
v	5210	3.8%
o	5210	3.8%
c	5210	3.8%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
4	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	161700	> 99.9%
Common	2	< 0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
r	26628	16.5%
i	23423	14.5%
e	23423	14.5%
d	15919	9.8%
a	10720	6.6%
M	10709	6.6%
n	7526	4.7%
S	7504	4.6%
g	7504	4.6%
l	7504	4.6%
D	5210	3.2%
v	5210	3.2%
o	5210	3.2%
c	5210	3.2%

Most frequent Common characters

Value	Count	Frequency (%)
4	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	161702	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
r	26628	16.5%
i	23423	14.5%
e	23423	14.5%
d	15919	9.8%
a	10720	6.6%
M	10709	6.6%
n	7526	4.7%
S	7504	4.6%
g	7504	4.6%
l	7504	4.6%
D	5210	3.2%
v	5210	3.2%
o	5210	3.2%
c	5210	3.2%
4	2	< 0.1%

MonthlyIncome
Categorical

HIGH CARDINALITY

Distinct count	1351
Unique (%)	5.8%
Missing	13
Missing (%)	0.1%
Memory size	183.2 KiB

2342	66
2559	54
2380	49
5562	48
2610	48
Other values (1346)	23158

Value	Count	Frequency (%)
2342	66	0.3%
2559	54	0.2%
2380	49	0.2%
5562	48	0.2%
2610	48	0.2%
6347	48	0.2%
2741	48	0.2%
6142	47	0.2%
2451	47	0.2%
3452	46	0.2%
2404	46	0.2%
2693	45	0.2%
7756	41	0.2%
2293	39	0.2%
5204	38	0.2%
3162	38	0.2%
5993	38	0.2%
4898	38	0.2%
9980	37	0.2%
2911	37	0.2%
2028	37	0.2%
10096	34	0.1%
2044	33	0.1%
5405	33	0.1%
3294	33	0.1%
Other values (1326)	22355	95.4%

Length

Max length	7
Median length	4
Mean length	4.190305513
Min length	3

Overview of Unicode Properties

Unique unicode characters	20
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.8%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%
n	27	< 0.1%
a	14	< 0.1%
r	2	< 0.1%
i	2	< 0.1%
e	2	< 0.1%
M	1	< 0.1%
d	1	< 0.1%
S	1	< 0.1%
g	1	< 0.1%
l	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	98152	99.9%
Lowercase Letter	50	0.1%
Uppercase Letter	2	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.9%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	27	54.0%
a	14	28.0%
r	2	4.0%
i	2	4.0%
e	2	4.0%
d	1	2.0%
g	1	2.0%
l	1	2.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	1	50.0%
S	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	98152	99.9%
Latin	52	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.9%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%

Most frequent Latin characters

Value	Count	Frequency (%)
n	27	51.9%
a	14	26.9%
r	2	3.8%
i	2	3.8%
e	2	3.8%
M	1	1.9%
d	1	1.9%
S	1	1.9%
g	1	1.9%
l	1	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	98204	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.8%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%
n	27	< 0.1%
a	14	< 0.1%
r	2	< 0.1%
i	2	< 0.1%
e	2	< 0.1%
M	1	< 0.1%
d	1	< 0.1%
S	1	< 0.1%
g	1	< 0.1%
l	1	< 0.1%

MonthlyRate
Real number (ℝ_≥0)

Distinct count	1429
Unique (%)	6.1%
Missing	11
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	14304.343820704376
Minimum	2094.0
Maximum	26999.0
Zeros	0
Zeros (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	2094
5-th percentile	3395
Q1	8053
median	14222
Q3	20460
95-th percentile	25412
Maximum	26999
Range	24905
Interquartile range (IQR)	12407

Descriptive statistics

Standard deviation	7102.636293
Coefficient of variation (CV)	0.4965370227
Kurtosis	-1.214860841
Mean	14304.34382
Median Absolute Deviation (MAD)	6204
Skewness	0.0194988031
Sum	335079254
Variance	50447442.31

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9150	53	0.2%
4223	49	0.2%
19373	34	0.1%
21534	33	0.1%
24444	32	0.1%
21981	32	0.1%
16154	32	0.1%
11652	32	0.1%
8952	32	0.1%
6319	32	0.1%
12858	32	0.1%
2755	32	0.1%
23016	32	0.1%
9129	32	0.1%
5355	32	0.1%
11737	32	0.1%
6670	32	0.1%
7744	32	0.1%
3339	32	0.1%
7324	32	0.1%
15891	32	0.1%
2125	32	0.1%
15986	32	0.1%
11591	32	0.1%
9096	32	0.1%
Other values (1404)	22584	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2094	16	0.1%
2097	15	0.1%
2104	16	0.1%
2112	15	0.1%
2122	16	0.1%
2125	32	0.1%
2137	16	0.1%
2227	16	0.1%
2243	16	0.1%
2253	16	0.1%

Value	Count	Frequency (%)
26999	16	0.1%
26997	14	0.1%
26968	16	0.1%
26959	15	0.1%
26956	16	0.1%
26933	16	0.1%
26914	16	0.1%
26897	15	0.1%
26894	15	0.1%
26862	16	0.1%

NumCompaniesWorked
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	12
Unique (%)	0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.887779058351475
Minimum	0.0
Maximum	23258.0
Zeros	3176
Zeros (%)	13.6%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	23258
Range	23258
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	155.3329041
Coefficient of variation (CV)	39.95414909
Kurtosis	21486.8869
Mean	3.887779058
Median Absolute Deviation (MAD)	1
Skewness	144.5986932
Sum	91079
Variance	24128.31111

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	8311	35.5%
0	3176	13.6%
3	2508	10.7%
2	2330	9.9%
4	2208	9.4%
7	1171	5.0%
6	1108	4.7%
5	1002	4.3%
9	818	3.5%
8	793	3.4%
23258	1	< 0.1%
4933	1	< 0.1%
(Missing)	9	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3176	13.6%
1	8311	35.5%
2	2330	9.9%
3	2508	10.7%
4	2208	9.4%
5	1002	4.3%
6	1108	4.7%
7	1171	5.0%
8	793	3.4%
9	818	3.5%

Value	Count	Frequency (%)
23258	1	< 0.1%
4933	1	< 0.1%
9	818	3.5%
8	793	3.4%
7	1171	5.0%
6	1108	4.7%
5	1002	4.3%
4	2208	9.4%
3	2508	10.7%
2	2330	9.9%

Over18
Categorical

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

Y	23424
1	2

Value	Count	Frequency (%)
Y	23424	99.9%
1	2	< 0.1%
(Missing)	10	< 0.1%

Length

Max length	3
Median length	1
Mean length	1.000853388
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
Y	23424	99.9%
n	20	0.1%
a	10	< 0.1%
1	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	23424	99.9%
Lowercase Letter	30	0.1%
Decimal Number	2	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
Y	23424	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20	66.7%
a	10	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23454	> 99.9%
Common	2	< 0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
Y	23424	99.9%
n	20	0.1%
a	10	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
1	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23456	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
Y	23424	99.9%
n	20	0.1%
a	10	< 0.1%
1	2	< 0.1%

OverTime
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Memory size	183.2 KiB

No	16790
Yes	6632
Y	2

Value	Count	Frequency (%)
No	16790	71.6%
Yes	6632	28.3%
Y	2	< 0.1%
(Missing)	12	0.1%

Length

Max length	3
Median length	2
Mean length	2.283410138
Min length	1

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	16790	31.4%
o	16790	31.4%
Y	6634	12.4%
e	6632	12.4%
s	6632	12.4%
n	24	< 0.1%
a	12	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	30090	56.2%
Uppercase Letter	23424	43.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	16790	71.7%
Y	6634	28.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	16790	55.8%
e	6632	22.0%
s	6632	22.0%
n	24	0.1%
a	12	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	53514	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	16790	31.4%
o	16790	31.4%
Y	6634	12.4%
e	6632	12.4%
s	6632	12.4%
n	24	< 0.1%
a	12	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	53514	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	16790	31.4%
o	16790	31.4%
Y	6634	12.4%
e	6632	12.4%
s	6632	12.4%
n	24	< 0.1%
a	12	< 0.1%

PercentSalaryHike
Categorical

HIGH CORRELATION

Distinct count	17
Unique (%)	0.1%
Missing	14
Missing (%)	0.1%
Memory size	183.2 KiB

11	3353
13	3345
14	3216
12	3125
15	1596
Other values (12)	8787

Value	Count	Frequency (%)
11	3353	14.3%
13	3345	14.3%
14	3216	13.7%
12	3125	13.3%
15	1596	6.8%
18	1408	6.0%
17	1312	5.6%
16	1247	5.3%
19	1214	5.2%
22	889	3.8%
20	880	3.8%
21	767	3.3%
23	445	1.9%
24	340	1.5%
25	283	1.2%
No	1	< 0.1%
Yes	1	< 0.1%
(Missing)	14	0.1%

Length

Max length	3
Median length	2
Mean length	2.000640041
Min length	2

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.2%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%
n	28	0.1%
a	14	< 0.1%
N	1	< 0.1%
o	1	< 0.1%
Y	1	< 0.1%
e	1	< 0.1%
s	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46840	99.9%
Lowercase Letter	45	0.1%
Uppercase Letter	2	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.3%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	28	62.2%
a	14	31.1%
o	1	2.2%
e	1	2.2%
s	1	2.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	1	50.0%
Y	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	46840	99.9%
Latin	47	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.3%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%

Most frequent Latin characters

Value	Count	Frequency (%)
n	28	59.6%
a	14	29.8%
N	1	2.1%
o	1	2.1%
Y	1	2.1%
e	1	2.1%
s	1	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	46887	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.2%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%
n	28	0.1%
a	14	< 0.1%
N	1	< 0.1%
o	1	< 0.1%
Y	1	< 0.1%
e	1	< 0.1%
s	1	< 0.1%

PerformanceRating
Categorical

HIGH CORRELATION

Distinct count	4
Unique (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

3	19791
4	3633
11	1
13	1

Value	Count	Frequency (%)
3	19791	84.4%
4	3633	15.5%
11	1	< 0.1%
13	1	< 0.1%
(Missing)	10	< 0.1%

Length

Max length	4
Median length	3
Mean length	3.000085339
Min length	3

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	19792	28.1%
4	3633	5.2%
n	20	< 0.1%
a	10	< 0.1%
1	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46854	66.6%
Other Punctuation	23426	33.3%
Lowercase Letter	30	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23426	50.0%
3	19792	42.2%
4	3633	7.8%
1	3	< 0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23426	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20	66.7%
a	10	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	70280	> 99.9%
Latin	30	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	19792	28.2%
4	3633	5.2%
1	3	< 0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20	66.7%
a	10	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70310	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	19792	28.1%
4	3633	5.2%
n	20	< 0.1%
a	10	< 0.1%
1	3	< 0.1%

RelationshipSatisfaction
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	183.2 KiB

3	7316
4	6888
2	4844
1	4380

Value	Count	Frequency (%)
3	7316	31.2%
4	6888	29.4%
2	4844	20.7%
1	4380	18.7%
(Missing)	8	< 0.1%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23428	33.3%
0	23428	33.3%
3	7316	10.4%
4	6888	9.8%
2	4844	6.9%
1	4380	6.2%
n	16	< 0.1%
a	8	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46856	66.6%
Other Punctuation	23428	33.3%
Lowercase Letter	24	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23428	50.0%
3	7316	15.6%
4	6888	14.7%
2	4844	10.3%
1	4380	9.3%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23428	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	16	66.7%
a	8	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	70284	> 99.9%
Latin	24	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
.	23428	33.3%
0	23428	33.3%
3	7316	10.4%
4	6888	9.8%
2	4844	6.9%
1	4380	6.2%

Most frequent Latin characters

Value	Count	Frequency (%)
n	16	66.7%
a	8	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70308	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23428	33.3%
0	23428	33.3%
3	7316	10.4%
4	6888	9.8%
2	4844	6.9%
1	4380	6.2%
n	16	< 0.1%
a	8	< 0.1%

StandardHours
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

80	23424
3	1
4	1

Value	Count	Frequency (%)
80	23424	99.9%
3	1	< 0.1%
4	1	< 0.1%
(Missing)	10	< 0.1%

Length

Max length	4
Median length	4
Mean length	3.999487967
Min length	3

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	46850	50.0%
.	23426	25.0%
8	23424	25.0%
n	20	< 0.1%
a	10	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	70276	75.0%
Other Punctuation	23426	25.0%
Lowercase Letter	30	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	46850	66.7%
8	23424	33.3%
4	1	< 0.1%
3	1	< 0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23426	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20	66.7%
a	10	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	93702	> 99.9%
Latin	30	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
0	46850	50.0%
.	23426	25.0%
8	23424	25.0%
4	1	< 0.1%
3	1	< 0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20	66.7%
a	10	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93732	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	46850	50.0%
.	23426	25.0%
8	23424	25.0%
n	20	< 0.1%
a	10	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

StockOptionLevel
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	5
Unique (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.7998463311563581
Minimum	0.0
Maximum	80.0
Zeros	10066
Zeros (%)	43.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	3
Maximum	80
Range	80
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.122453851
Coefficient of variation (CV)	1.403336876
Kurtosis	2114.866453
Mean	0.7998463312
Median Absolute Deviation (MAD)	1
Skewness	30.4052657
Sum	18738
Variance	1.259902649

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	10066	43.0%
1	9483	40.5%
2	2533	10.8%
3	1343	5.7%
80	2	< 0.1%
(Missing)	9	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10066	43.0%
1	9483	40.5%
2	2533	10.8%
3	1343	5.7%
80	2	< 0.1%

Value	Count	Frequency (%)
80	2	< 0.1%
3	1343	5.7%
2	2533	10.8%
1	9483	40.5%
0	10066	43.0%

TotalWorkingYears
Real number (ℝ_≥0)

Distinct count	40
Unique (%)	0.2%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	11.259219737066758
Minimum	0.0
Maximum	40.0
Zeros	211
Zeros (%)	0.9%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	15
95-th percentile	28
Maximum	40
Range	40
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.772369689
Coefficient of variation (CV)	0.6903115732
Kurtosis	0.9267695682
Mean	11.25921974
Median Absolute Deviation (MAD)	4
Skewness	1.117251569
Sum	263781
Variance	60.40973059

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	3241	13.8%
6	1992	8.5%
8	1653	7.1%
9	1538	6.6%
5	1396	6.0%
7	1285	5.5%
1	1284	5.5%
4	992	4.2%
12	757	3.2%
3	670	2.9%
15	621	2.6%
16	614	2.6%
11	571	2.4%
13	569	2.4%
21	540	2.3%
17	517	2.2%
14	495	2.1%
2	485	2.1%
20	480	2.0%
18	425	1.8%
23	354	1.5%
19	350	1.5%
22	330	1.4%
24	288	1.2%
26	223	1.0%
Other values (15)	1758	7.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	211	0.9%
1	1284	5.5%
2	485	2.1%
3	670	2.9%
4	992	4.2%
5	1396	6.0%
6	1992	8.5%
7	1285	5.5%
8	1653	7.1%
9	1538	6.6%

Value	Count	Frequency (%)
40	37	0.2%
38	16	0.1%
37	56	0.2%
36	92	0.4%
35	46	0.2%
34	82	0.3%
33	110	0.5%
32	150	0.6%
31	148	0.6%
30	105	0.4%

TrainingTimesLastYear
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	< 0.1%
Missing	11
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.80017075773746
Minimum	0.0
Maximum	30.0
Zeros	871
Zeros (%)	3.7%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.308527349
Coefficient of variation (CV)	0.4673026977
Kurtosis	10.24969617
Mean	2.800170758
Median Absolute Deviation (MAD)	1
Skewness	1.042542576
Sum	65594
Variance	1.712243823

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	8725	37.2%
3	7806	33.3%
4	1970	8.4%
5	1882	8.0%
1	1126	4.8%
6	1043	4.5%
0	871	3.7%
22	1	< 0.1%
30	1	< 0.1%
(Missing)	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	871	3.7%
1	1126	4.8%
2	8725	37.2%
3	7806	33.3%
4	1970	8.4%
5	1882	8.0%
6	1043	4.5%
22	1	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
22	1	< 0.1%
6	1043	4.5%
5	1882	8.0%
4	1970	8.4%
3	7806	33.3%
2	8725	37.2%
1	1126	4.8%
0	871	3.7%

WorkLifeBalance
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

3	14238
2	5479
4	2439
1	1270

Value	Count	Frequency (%)
3	14238	60.8%
2	5479	23.4%
4	2439	10.4%
1	1270	5.4%
(Missing)	10	< 0.1%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	14238	20.3%
2	5479	7.8%
4	2439	3.5%
1	1270	1.8%
n	20	< 0.1%
a	10	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46852	66.6%
Other Punctuation	23426	33.3%
Lowercase Letter	30	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23426	50.0%
3	14238	30.4%
2	5479	11.7%
4	2439	5.2%
1	1270	2.7%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23426	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	20	66.7%
a	10	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	70278	> 99.9%
Latin	30	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	14238	20.3%
2	5479	7.8%
4	2439	3.5%
1	1270	1.8%

Most frequent Latin characters

Value	Count	Frequency (%)
n	20	66.7%
a	10	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70308	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	14238	20.3%
2	5479	7.8%
4	2439	3.5%
1	1270	1.8%
n	20	< 0.1%
a	10	< 0.1%

YearsAtCompany
Real number (ℝ_≥0)

ZEROS

Distinct count	37
Unique (%)	0.2%
Missing	13
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	7.010886735260215
Minimum	0.0
Maximum	40.0
Zeros	740
Zeros (%)	3.2%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	10
95-th percentile	20
Maximum	40
Range	40
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.138394186
Coefficient of variation (CV)	0.8755517551
Kurtosis	3.895293291
Mean	7.010886735
Median Absolute Deviation (MAD)	3
Skewness	1.758900923
Sum	164216
Variance	37.67988318

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	3112	13.3%
1	2718	11.6%
3	2030	8.7%
2	2008	8.6%
10	1928	8.2%
4	1755	7.5%
7	1413	6.0%
9	1295	5.5%
8	1275	5.4%
6	1219	5.2%
0	740	3.2%
11	514	2.2%
20	437	1.9%
13	371	1.6%
15	311	1.3%
14	304	1.3%
22	238	1.0%
12	221	0.9%
21	220	0.9%
18	204	0.9%
16	198	0.8%
19	176	0.8%
17	143	0.6%
24	95	0.4%
33	85	0.4%
Other values (12)	413	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	740	3.2%
1	2718	11.6%
2	2008	8.6%
3	2030	8.7%
4	1755	7.5%
5	3112	13.3%
6	1219	5.2%
7	1413	6.0%
8	1275	5.4%
9	1295	5.5%

Value	Count	Frequency (%)
40	15	0.1%
37	16	0.1%
36	32	0.1%
34	16	0.1%
33	85	0.4%
32	48	0.2%
31	48	0.2%
30	16	0.1%
29	30	0.1%
27	32	0.1%

YearsInCurrentRole
Real number (ℝ_≥0)

ZEROS

Distinct count	20
Unique (%)	0.1%
Missing	15
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	4.227445454933607
Minimum	0.0
Maximum	22.0
Zeros	3925
Zeros (%)	16.7%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	11
Maximum	22
Range	22
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.627284157
Coefficient of variation (CV)	0.8580321604
Kurtosis	0.4853770175
Mean	4.227445455
Median Absolute Deviation (MAD)	3
Skewness	0.9186346507
Sum	99011
Variance	13.15719035

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	5928	25.3%
0	3925	16.7%
7	3516	15.0%
3	2141	9.1%
4	1635	7.0%
8	1426	6.1%
9	1074	4.6%
1	887	3.8%
5	594	2.5%
6	591	2.5%
10	459	2.0%
11	359	1.5%
13	221	0.9%
14	176	0.8%
12	149	0.6%
15	134	0.6%
16	110	0.5%
17	63	0.3%
18	32	0.1%
22	1	< 0.1%
(Missing)	15	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3925	16.7%
1	887	3.8%
2	5928	25.3%
3	2141	9.1%
4	1635	7.0%
5	594	2.5%
6	591	2.5%
7	3516	15.0%
8	1426	6.1%
9	1074	4.6%

Value	Count	Frequency (%)
22	1	< 0.1%
18	32	0.1%
17	63	0.3%
16	110	0.5%
15	134	0.6%
14	176	0.8%
13	221	0.9%
12	149	0.6%
11	359	1.5%
10	459	2.0%

YearsSinceLastPromotion
Real number (ℝ_≥0)

ZEROS

Distinct count	17
Unique (%)	0.1%
Missing	11
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.183820704375667
Minimum	0.0
Maximum	17.0
Zeros	9271
Zeros (%)	39.6%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.218614665
Coefficient of variation (CV)	1.473845659
Kurtosis	3.623118393
Mean	2.183820704
Median Absolute Deviation (MAD)	1
Skewness	1.986932469
Sum	51156
Variance	10.35948036

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9271	39.6%
1	5684	24.3%
2	2533	10.8%
7	1215	5.2%
4	961	4.1%
3	843	3.6%
5	713	3.0%
6	508	2.2%
11	377	1.6%
8	284	1.2%
9	271	1.2%
15	206	0.9%
12	160	0.7%
13	158	0.7%
14	144	0.6%
10	96	0.4%
17	1	< 0.1%
(Missing)	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9271	39.6%
1	5684	24.3%
2	2533	10.8%
3	843	3.6%
4	961	4.1%
5	713	3.0%
6	508	2.2%
7	1215	5.2%
8	284	1.2%
9	271	1.2%

Value	Count	Frequency (%)
17	1	< 0.1%
15	206	0.9%
14	144	0.6%
13	158	0.7%
12	160	0.7%
11	377	1.6%
10	96	0.4%
9	271	1.2%
8	284	1.2%
7	1215	5.2%

YearsWithCurrManager
Real number (ℝ_≥0)

ZEROS

Distinct count	18
Unique (%)	0.1%
Missing	7
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	4.12757693456827
Minimum	0.0
Maximum	17.0
Zeros	4197
Zeros (%)	17.9%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.572379438
Coefficient of variation (CV)	0.865490697
Kurtosis	0.1609622479
Mean	4.127576935
Median Absolute Deviation (MAD)	3
Skewness	0.8316199248
Sum	96705
Variance	12.76189485

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	5461	23.3%
0	4197	17.9%
7	3439	14.7%
3	2254	9.6%
8	1696	7.2%
4	1572	6.7%
1	1219	5.2%
9	1035	4.4%
5	496	2.1%
6	457	1.9%
10	435	1.9%
11	351	1.5%
12	277	1.2%
13	238	1.0%
17	112	0.5%
14	79	0.3%
15	79	0.3%
16	32	0.1%
(Missing)	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4197	17.9%
1	1219	5.2%
2	5461	23.3%
3	2254	9.6%
4	1572	6.7%
5	496	2.1%
6	457	1.9%
7	3439	14.7%
8	1696	7.2%
9	1035	4.4%

Value	Count	Frequency (%)
17	112	0.5%
16	32	0.1%
15	79	0.3%
14	79	0.3%
13	238	1.0%
12	277	1.2%
11	351	1.5%
10	435	1.9%
9	1035	4.4%
8	1696	7.2%

Employee Source
Categorical

HIGH CORRELATION

Distinct count	12
Unique (%)	0.1%
Missing	12
Missing (%)	0.1%
Memory size	183.2 KiB

Company Website	5400
Seek	3689
Indeed	2529
Jora	2422
LinkedIn	2339
Other values (7)	7045

Value	Count	Frequency (%)
Company Website	5400	23.0%
Seek	3689	15.7%
Indeed	2529	10.8%
Jora	2422	10.3%
LinkedIn	2339	10.0%
Recruit.net	2322	9.9%
GlassDoor	2176	9.3%
Adzuna	2126	9.1%
Referral	418	1.8%
Test	1	< 0.1%
2	1	< 0.1%
15	1	< 0.1%
(Missing)	12	0.1%

Length

Max length	15
Median length	8
Mean length	8.559438471
Min length	1

Overview of Unicode Properties

Unique unicode characters	35
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	31056	15.5%
n	17079	8.5%
a	12554	6.3%
o	12174	6.1%
i	10061	5.0%
t	10045	5.0%
s	9753	4.9%
d	9523	4.7%
r	7756	3.9%
k	6028	3.0%
C	5400	2.7%
m	5400	2.7%
p	5400	2.7%
y	5400	2.7%
	5400	2.7%
W	5400	2.7%
b	5400	2.7%
I	4868	2.4%
u	4448	2.2%
S	3689	1.8%
R	2740	1.4%
l	2594	1.3%
J	2422	1.2%
L	2339	1.2%
c	2322	1.2%
Other values (10)	11348	5.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	159537	79.5%
Uppercase Letter	33337	16.6%
Space Separator	5400	2.7%
Other Punctuation	2322	1.2%
Decimal Number	3	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	5400	16.2%
W	5400	16.2%
I	4868	14.6%
S	3689	11.1%
R	2740	8.2%
J	2422	7.3%
L	2339	7.0%
G	2176	6.5%
D	2176	6.5%
A	2126	6.4%
T	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	31056	19.5%
n	17079	10.7%
a	12554	7.9%
o	12174	7.6%
i	10061	6.3%
t	10045	6.3%
s	9753	6.1%
d	9523	6.0%
r	7756	4.9%
k	6028	3.8%
m	5400	3.4%
p	5400	3.4%
y	5400	3.4%
b	5400	3.4%
u	4448	2.8%
l	2594	1.6%
c	2322	1.5%
z	2126	1.3%
f	418	0.3%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	5400	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	2322	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	1	33.3%
5	1	33.3%
2	1	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	192874	96.1%
Common	7725	3.9%

Most frequent Latin characters

Value	Count	Frequency (%)
e	31056	16.1%
n	17079	8.9%
a	12554	6.5%
o	12174	6.3%
i	10061	5.2%
t	10045	5.2%
s	9753	5.1%
d	9523	4.9%
r	7756	4.0%
k	6028	3.1%
C	5400	2.8%
m	5400	2.8%
p	5400	2.8%
y	5400	2.8%
W	5400	2.8%
b	5400	2.8%
I	4868	2.5%
u	4448	2.3%
S	3689	1.9%
R	2740	1.4%
l	2594	1.3%
J	2422	1.3%
L	2339	1.2%
c	2322	1.2%
G	2176	1.1%
Other values (5)	6847	3.5%

Most frequent Common characters

Value	Count	Frequency (%)
	5400	69.9%
.	2322	30.1%
1	1	< 0.1%
5	1	< 0.1%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	200599	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	31056	15.5%
n	17079	8.5%
a	12554	6.3%
o	12174	6.1%
i	10061	5.0%
t	10045	5.0%
s	9753	4.9%
d	9523	4.7%
r	7756	3.9%
k	6028	3.0%
C	5400	2.7%
m	5400	2.7%
p	5400	2.7%
y	5400	2.7%
	5400	2.7%
W	5400	2.7%
b	5400	2.7%
I	4868	2.4%
u	4448	2.2%
S	3689	1.8%
R	2740	1.4%
l	2594	1.3%
J	2422	1.2%
L	2339	1.2%
c	2322	1.2%
Other values (10)	11348	5.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Age	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	Application ID	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	Employee Source
0	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	1	123456	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
1	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	1	123458	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
2	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	7	123462	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
3	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	8	123463	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
4	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	9	123464	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
5	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	10	123465	4.0	Female	33	3.0	4.0	Manager	3	Divorced	14756	19730.0	2.0	Y	Yes	14	3.0	3.0	80.0	3.0	21.0	2.0	3.0	5.0	0.0	0.0	2.0	Company Website
6	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	11	123466	1.0	Female	41	3.0	5.0	Manager	1	Married	19566	3854.0	5.0	Y	No	11	3.0	4.0	80.0	0.0	33.0	5.0	1.0	29.0	8.0	11.0	10.0	Indeed
7	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	13	123468	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
8	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	17	123472	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
9	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	18	123473	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral

Last rows

	Age	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	Application ID	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	Employee Source
23426	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1	4.0	Life Sciences	1	19332	142787	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	3.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23427	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1	4.0	Medical	1	19336	142791	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Single	10883	20467.0	3.0	Y	No	20	4.0	3.0	80.0	1.0	20.0	2.0	3.0	20.0	7.0	2.0	13.0	Company Website
23428	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1	4.0	Life Sciences	1	19337	142792	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	4.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23429	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1	4.0	Medical	1	19338	142793	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	3.0	Y	No	20	3.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23430	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1	4.0	Life Sciences	1	19340	142795	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	3.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23431	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1	4.0	Medical	1	19344	142799	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Single	10883	20467.0	3.0	Y	No	20	4.0	3.0	80.0	1.0	20.0	2.0	3.0	20.0	7.0	2.0	13.0	Company Website
23432	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1	4.0	Life Sciences	1	19345	142800	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	4.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23433	NaN	Voluntary Resignation	Travel_Frequently	1009.0	Research & Development	1	3.0	Life Sciences	1	16794	140249	4.0	Male	83	3.0	2.0	Sales Executive	3	Married	5301	2939.0	4.0	Y	No	15	3.0	3.0	80.0	2.0	4.0	2.0	2.0	2.0	1.0	2.0	2.0	Adzuna
23434	NaN	Current employee	Travel_Rarely	1354.0	Research & Development	5	3.0	Medical	1	1956	125411	3.0	Female	45	2.0	3.0	Manager	1	Single	11631	5615.0	2.0	Y	No	12	3.0	4.0	80.0	0.0	14.0	6.0	3.0	11.0	10.0	5.0	8.0	Indeed
23435	NaN	Current employee	Non-Travel	1142.0	Research & Development	8	2.0	Life Sciences	1	17587	141042	4.0	Male	72	3.0	2.0	Healthcare Representative	4	Divorced	4069	8841.0	3.0	Y	Yes	18	3.0	3.0	80.0	0.0	8.0	2.0	3.0	2.0	2.0	2.0	2.0	Recruit.net

Most frequent

	Age	Attrition	BusinessTravel	DailyRate	Department	Education	EducationField	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsWithCurrManager	Employee Source	count
0	21.0	Current employee	Travel_Rarely	391.0	Research & Development	2.0	Life Sciences	816	1.0	Male	39	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	4.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
1	21.0	Current employee	Travel_Rarely	391.0	Research & Development	2.0	Life Sciences	819	3.0	Male	39	1.0	1.0	Laboratory Technician	3	Single	2293	7324.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
2	21.0	Current employee	Travel_Rarely	391.0	Research & Development	2.0	Medical	817	1.0	Male	39	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
3	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Life Sciences	813	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	21534.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
4	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Life Sciences	815	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
5	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Technical Degree	814	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	26009.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
6	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Technical Degree	818	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
7	32.0	Current employee	Non-Travel	953.0	Research & Development	4.0	Life Sciences	23244	4.0	Female	100	2.0	2.0	Sales Executive	4	Married	6652	14369.0	5.0	Y	No	13	3.0	1.0	80.0	1.0	8.0	2.0	2.0	6.0	3.0	0.0	Seek	2
8	37.0	Voluntary Resignation	Travel_Rarely	807.0	Human Resources	4.0	Human Resources	1	1.0	Female	37	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	4.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	5.0	Referral	2
9	37.0	Voluntary Resignation	Travel_Rarely	807.0	Human Resources	4.0	Human Resources	5	1.0	Female	37	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	5.0	Referral	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Connector Punctuation characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters